Model comparison

Kimi K2.5 vs Llama 3.2 3B

Kimi K2.5 is the stronger model overall, scoring 47.8 to 28.4 on the Noometry Index. Llama 3.2 3B costs 7.5× less per token, which makes it the better buy when Kimi K2.5's lead doesn't matter for your workload.

Last verified . 14 shared benchmarks.

Kimi K2.5 Moonshot AI

47.8

Rank #50 Confirmed

Llama 3.2 3B Meta

28.4

Rank #318 Confirmed

Summary

  • They share 14 benchmarks with published results for both. Kimi K2.5 scores higher in 9 categories and Llama 3.2 3B in 0 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Kimi K2.5 leads 65.3 to 24.9.
  • Llama 3.2 3B is cheaper at $0.05 / $0.33 per million input/output tokens, against $0.45 / $2.25 for Kimi K2.5.
  • Kimi K2.5 accepts more context: 262K tokens versus 131K.

Side by side

Kimi K2.5 and Llama 3.2 3B specifications
Kimi K2.5Llama 3.2 3B
ProviderMoonshot AIMeta
Noometry Index47.828.4
Released2026-01-272024-09-24
WeightsOpenOpen
Context window262K131K
Max output262K118K
Input $ / M tokens$0.45$0.05
Output $ / M tokens$2.25$0.33
Results tracked5118

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Category by category

Coding Kimi K2.5 leads

Kimi K2.5: 48.7 (#48), Llama 3.2 3B: 27.1 (#314)

Coding benchmarks
BenchmarkKimi K2.5Llama 3.2 3B
LMArena Coding14741098
SWE-bench Verified73.8%—
SWE-bench Verified (bash only)70.8%—
LMArena WebDev1436—
SWE-bench Multilingual67.3%—
SciCode49%—
WeirdML45.6%—
BigCodeBench Instruct—23.4%
BigCodeBench Complete—28.3%
ALE-Bench821.65—

Agentic & Tool Use Kimi K2.5 leads

Kimi K2.5: 34.0 (#44), Llama 3.2 3B: 19.9 (#135)

Agentic & Tool Use benchmarks
BenchmarkKimi K2.5Llama 3.2 3B
Terminal-Bench43.2%—
Berkeley Function Calling Leaderboard—21.9%
OSWorld63.3%—
BALROG—10.1%
Vending-Bench 21,198—

Reasoning Kimi K2.5 leads

Kimi K2.5: 31.2 (#74), Llama 3.2 3B: 20.1 (#225)

Reasoning benchmarks
BenchmarkKimi K2.5Llama 3.2 3B
LMArena Hard Prompts14541095
ARC-AGI-211.8%—
SimpleBench46.8%—
Kagi LLM Benchmark78.5%—
NYT Connections (extended)69.9%—
ARC-AGI-165.3%—
CritPt3.1%—
Chess Puzzles12%—
EnigmaEval3.4%—
Thematic Generalization69.4%—
Epoch Capabilities Index148.05—

Math Kimi K2.5 leads

Kimi K2.5: 50.3 (#46), Llama 3.2 3B: 29.9 (#213)

Math benchmarks
BenchmarkKimi K2.5Llama 3.2 3B
LMArena Math14701126
MathArena Final-Answer Competitions62.3%—
OTIS Mock AIME 2024-202592.2%—
FrontierMath (Feb 2025 set)27.9%—
FrontierMath Tier 4 (v1)4.2%—

Knowledge Kimi K2.5 leads

Kimi K2.5: 53.6 (#52), Llama 3.2 3B: 29.1 (#232)

Knowledge benchmarks
BenchmarkKimi K2.5Llama 3.2 3B
LMArena Expert14661090
GPQA Diamond87.6%—
Humanity's Last Exam24.4%—
SimpleQA Verified34.3%—
Vectara Hallucination Rate14.2%—

Multimodal Not comparable

Kimi K2.5: 40.4 (#37), Llama 3.2 3B: —

Multimodal benchmarks
BenchmarkKimi K2.5Llama 3.2 3B
LMArena Vision1269—
LMArena Document1430—

Multilingual Kimi K2.5 leads

Kimi K2.5: 54.1 (#50), Llama 3.2 3B: 26.4 (#276)

Multilingual benchmarks
BenchmarkKimi K2.5Llama 3.2 3B
LMArena Non-English14331019
LMArena Chinese14951017
LMArena German14411056
LMArena Russian1436949
LMArena French1454—
LMArena Japanese1422—
LMArena Korean1412—
LMArena Spanish1450—

Instruction Following Kimi K2.5 leads

Kimi K2.5: 75.5 (#60), Llama 3.2 3B: 56.3 (#270)

Instruction Following benchmarks
BenchmarkKimi K2.5Llama 3.2 3B
LMArena Instruction Following14311089

Long Context Kimi K2.5 leads

Kimi K2.5: 52.1 (#7), Llama 3.2 3B: 33.4 (#256)

Long Context benchmarks
BenchmarkKimi K2.5Llama 3.2 3B
LMArena Longer Query14451101
Fiction.LiveBench86.1%—
CL-bench19.3%—
CL-bench Life13.2%—

Writing & Preference Kimi K2.5 leads

Kimi K2.5: 65.3 (#51), Llama 3.2 3B: 24.9 (#302)

Writing & Preference benchmarks
BenchmarkKimi K2.5Llama 3.2 3B
LMArena Text14451110
LMArena Creative Writing14231094
EQ-Bench Creative Writing1579595
LMArena Multi-Turn14441105

Frequently asked questions

Is Kimi K2.5 better than Llama 3.2 3B?

Kimi K2.5 is the stronger model overall, scoring 47.8 to 28.4 on the Noometry Index. Llama 3.2 3B costs 7.5× less per token, which makes it the better buy when Kimi K2.5's lead doesn't matter for your workload.

Which is cheaper, Kimi K2.5 or Llama 3.2 3B?

Llama 3.2 3B is cheaper. It lists at $0.05 per million input tokens and $0.33 per million output tokens; Kimi K2.5 lists at $0.45 and $2.25.

Is Kimi K2.5 or Llama 3.2 3B better for coding?

Kimi K2.5 scores higher on coding benchmarks: 48.7 versus 27.1 in the Noometry coding category.

Which has the bigger context window?

Kimi K2.5 does, with 262K tokens against 131K.

How many benchmarks do Kimi K2.5 and Llama 3.2 3B share?

14 benchmarks have published results for both models. Kimi K2.5 has 51 scored results on Noometry and Llama 3.2 3B has 18.

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